{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, './renderer')\n",
    "sys.path.insert(0, '../')\n",
    "\n",
    "from collections import namedtuple\n",
    "import render_car_instances as rci\n",
    "import utils.utils as uts\n",
    "\n",
    "Setting = namedtuple('Setting', ['image_name', 'data_dir'])\n",
    "setting = Setting('180116_053947113_Camera_5', '../apolloscape/3d_car_instance_sample/')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:loading 89 car models\n"
     ]
    },
    {
     "data": {
      "image/png": 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PG0bG1TmD2DeGfzlG0Iush9VERK5Hm+kV0QkvjSkEQs1ORdYAdDE/jgVHCcC9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\n50RWmDSBI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MHFCye5fHiT5sSMZx/+BbyAC8HCVkR5y207TL777fzrX/gSk7ZhutWyWnXg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\nwMDAwMDAFf4dBDkH2AsfbuYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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7gMNguo39ddDHfPZbe27f86wzBzeOqGT3HDU8Vyz7aukFMYIMsAhW+pQH1yiGzlmPnffo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\nQEcgAwBARyADAEDn/wFR8+yZlW4HAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "visualizer = rci.CarPoseVisualizer(setting)\n",
    "visualizer.load_car_models()\n",
    "image_vis, mask, depth = visualizer.showAnn(setting.image_name)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
